├── BigGAN and DiffAugGAN ├── configs │ ├── CIFAR10 │ │ ├── ACGAN.json │ │ ├── ACGAN_IMPG.json │ │ ├── ADAGAN(C).json │ │ ├── ADAGAN(P).json │ │ ├── BigGAN-Deep.json │ │ ├── BigGAN.json │ │ ├── BigGAN_IMPG.json │ │ ├── BigGAN_adv.json │ │ ├── BigGAN_test.json │ │ ├── BigGAN_test_adv.json │ │ ├── CRGAN(C).json │ │ ├── CRGAN(P).json │ │ ├── CRGAN(P)_IMPG.json │ │ ├── ContraGAN.json │ │ ├── DCGAN.json │ │ ├── DCGAN_IMPG.json │ │ ├── DiffAugGAN(C).json │ │ ├── DiffAugGAN(P).json │ │ ├── DiffAugGAN(P)_IMPG.json │ │ ├── DiffAugGAN(P)_adv.json │ │ ├── GGAN.json │ │ ├── GGAN_IMPG.json │ │ ├── ICRGAN(C).json │ │ ├── ICRGAN(P).json │ │ ├── LOGAN.json │ │ ├── LSGAN.json │ │ ├── ProjGAN.json │ │ ├── ProjGAN_IMPG.json │ │ ├── SAGAN.json │ │ ├── SAGAN_IMPG.json │ │ ├── SNGAN.json │ │ ├── WGAN-DRA.json │ │ ├── WGAN-GP.json │ │ ├── WGAN-GP_IMPG.json │ │ └── WGAN-WC.json │ ├── CIFAR100_less │ │ ├── BigGAN.json │ │ ├── BigGAN_adv.json │ │ ├── DiffAugGAN.json │ │ └── DiffAugGAN_adv.json │ ├── CIFAR10_less │ │ ├── BigGAN.json │ │ ├── BigGAN_adv.json │ │ ├── DiffAugGAN.json │ │ └── DiffAugGAN_adv.json │ └── TINY_ILSVRC2012 │ │ ├── ACGAN.json │ │ ├── ADAGAN(C).json │ │ ├── ADAGAN(P).json │ │ ├── BigGAN-Deep.json │ │ ├── BigGAN.json │ │ ├── BigGAN_IMPG.json │ │ ├── BigGAN_adv.json │ │ ├── CRGAN(C).json │ │ ├── CRGAN(P).json │ │ ├── ContraGAN.json │ │ ├── DCGAN.json │ │ ├── DCGAN_IMPG.json │ │ ├── DiffAugGAN(C).json │ │ ├── DiffAugGAN(P).json │ │ ├── GGAN.json │ │ ├── ICRGAN(C).json │ │ ├── ICRGAN(P).json │ │ ├── LOGAN.json │ │ ├── LSGAN.json │ │ ├── ProjGAN.json │ │ ├── SAGAN.json │ │ ├── SAGAN_IMPG.json │ │ ├── SNGAN.json │ │ ├── SNGAN_IMPG.json │ │ ├── WGAN-DRA.json │ │ ├── WGAN-GP.json │ │ ├── WGAN-GP_IMPG.json │ │ └── WGAN-WC.json ├── data_utils │ └── load_dataset.py ├── environment.yml ├── inception_tf13.py ├── load_framework.py ├── load_framework_adv.py ├── load_framework_impg.py ├── load_framework_ompg.py ├── main.py ├── main_impg.py ├── main_ompg.py ├── metrics │ ├── Accuracy.py │ ├── FID.py │ ├── F_beta.py │ ├── IS.py │ ├── inception_network.py │ └── prepare_inception_moments.py ├── models │ ├── big_resnet.py │ ├── big_resnet_deep.py │ ├── dcgan.py │ └── resnet.py ├── split_cub.py ├── sync_batchnorm │ ├── batchnorm.py │ ├── batchnorm_reimpl.py │ ├── comm.py │ ├── replicate.py │ └── unittest.py ├── train_eval.py ├── train_eval_impg.py └── utils │ ├── ada.py │ ├── ada_op │ ├── __init__.py │ ├── fused_act.py │ ├── fused_bias_act.cpp │ ├── fused_bias_act_kernel.cu │ ├── upfirdn2d.cpp │ ├── upfirdn2d.py │ └── upfirdn2d_kernel.cu │ ├── biggan_utils.py │ ├── cr_diff_aug.py │ ├── diff_aug.py │ ├── load_checkpoint.py │ ├── log.py │ ├── losses.py │ ├── make_hdf5.py │ ├── misc.py │ ├── model_ops.py │ ├── prune.py │ └── sample.py ├── Figs ├── methods.png └── res.png ├── LICENSE ├── README.md └── SNGAN ├── .gitignore ├── EVALUATION.md ├── align.py ├── cfg.py ├── count.py ├── datasets.py ├── evaluation.py ├── exps ├── eval.sh └── sngan_cifar10.sh ├── extract.py ├── extract_cifar10.py ├── extract_prune.py ├── extract_stl.py ├── functions.py ├── functions_adv.py ├── generate_initial_weights.py ├── mask_intersect.py ├── models ├── __init__.py ├── sngan_cifar10.py └── sngan_imagenet.py ├── scripts ├── 0112_train_random_less_8sparsity.sh ├── 0112_vita3_exp1.sh ├── 0112_vita3_exp2.sh ├── 0112_vita4_exp1.sh ├── 0112_vita4_exp2.sh ├── 0112_vita4_exp3.sh ├── 0113_vita3_exp1.sh ├── 0113_vita4_exp1.sh ├── 0114_vita3_exp1.sh ├── 0114_vita3_exp2.sh ├── 0114_vita4_exp1.sh ├── 0115_vita3_exp1.sh ├── train_ompg.sh ├── train_ompgd.sh └── train_rt.sh ├── test.py ├── test_prune.py ├── train.py ├── train_adv_d.py ├── train_adv_d_less.py ├── train_adv_g.py ├── train_adv_g_less.py ├── train_adv_gd.py ├── train_adv_gd_less.py ├── train_gau_gd.py ├── train_impg.py ├── train_impg_less.py ├── train_impgd.py ├── train_less.py ├── train_ompg_less.py ├── train_oneshot.py ├── train_prune_D.py ├── train_random_less_oneshot.py ├── train_with_masks.py ├── 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